{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "from prettyplotlib import plt\n",
      "from prettyplotlib import mpl\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    # For now, you need to specify both x and y :(\n",
      "    # Still figuring out how to specify just one\n",
      "    ppl.plot(ax, x, y)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "//anaconda/lib/python2.7/site-packages/matplotlib/figure.py:1533: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n",
        "  warnings.warn(\"This figure includes Axes that are not \"\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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OQ1nLVZ3UejidfZXu1CtcW/PR87l0s0KSJUKfWItthlJJgkvHRLGBrq4u6uvr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\naZpH0gFK0zRN80g6QGmapmke6f8B8dR4eeM3TuQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107927650>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Note to self: need to do this on oolite because I have non-defaults set in my .matplotlibrc file\n",
      "\n",
      "import matplotlib.pyplot as mpl_plt\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "#fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    mpl_plt.plot(y)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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BxWtVfPDe2sBg9ghPtn8G29ZynP+pniPDP7noODPBVmkFYMxWXpL7pjD+dzTO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njxYux2Ox6Ph7Vr15I+9iPSQUga9eitPlxNQovQWtHKxMBeDM4qbDUrifW/gqbmZ1Ct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\nSTqYjvP+BddxW82is16zyfN9e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WvXsiPg0degGg0MiuRoeYH7ttM0qW1wsPHUwRbPLamr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\nI8L7MLvN1w7RSSqN/flFP8jWJBdCByhN0/pWSLQ7A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boSITr7udU0HqxevZrZs2e3+R69\nMoNasGABt99+O2PHjsVutzebJVzK1q5dy7Fjx7j66qvd9/3pT3/izjvvxDAMJk+ezIwZMwC44YYb\nGDVqFFarleeff76vhtynXnrpJff3v/jFL7j11luJiIjQ56sN119/PZs2bWL69OnU19fz9NNPk5KS\nos9XGx555BHuuOMOVq9eTV1dHU888QTDhw/X56sNTS/XdPRzSwjBI488wi233MKbb75JREQEb731\nVtvvIaXeB6VpmqZ5Ht1RV9M0TfNIOkBpmqZpHkkHKE3TNM0j6QClaZqmeSQdoDRN0zSP9P8BuUt0\nLpi9HJAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10898a1d0>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}